Model comparison
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Differences vs. MiniMax-M3 · high
Score, cost & time differences
Current baseline · MiniMax-M3 · high
50Knowledge & Reasoning
Compared with MiniMax-M3 · high
- gpt-6-luna · xhigh
Knowledge & Reasoning: tiedComparable cost unavailableEvaluation time 35m 30s (15m 24s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | MiniMax-M3 · high | gpt-6-luna · xhigh |
|---|---|---|
| Knowledge & Reasoning | MiniMax-M3high 50 | gpt-6-lunaxhigh 50Tied |
| Overall | MiniMax-M3high 52.95 | gpt-6-lunaxhigh 62.00+9.05 pts |
| Backend engineering | MiniMax-M3high 46 | gpt-6-lunaxhigh 62+16 pts |
| Frontend interaction | MiniMax-M3high 65 | gpt-6-lunaxhigh 80+15 pts |
| Visual aesthetics | MiniMax-M3high 59 | gpt-6-lunaxhigh 68+9 pts |
| Maintainability | MiniMax-M3high 44 | gpt-6-lunaxhigh 59+15 pts |
Knowledge & Reasoning evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Knowledge & Reasoning evaluation| Metric | MiniMax-M3 · high | gpt-6-luna · xhigh |
|---|---|---|
| Reference cost | MiniMax-M3high N/A | gpt-6-lunaxhigh $0.026 |
| Evaluation time | MiniMax-M3high 20m 5s | gpt-6-lunaxhigh 35m 30s+76.7% |
Capability profiles
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Behind each score
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | MiniMax-M3high | gpt-6-lunaxhigh |
|---|---|---|
| Contracts and boundaries | 7 / 20 | 10 / 20 |
| Retries and failures | 11 / 20 | 16 / 20 |
| CI and adversarial review | 4 / 20 | 9 / 20 |
| Transactions and consistency | 9 / 20 | 13 / 20 |
| Caching and regression | 15 / 20 | 14 / 20 |
Frontend interactionSubscores
| Scoring dimension | MiniMax-M3high | gpt-6-lunaxhigh |
|---|---|---|
| Layout and adaptation | 18 / 20 | 18 / 20 |
| Interaction behavior | 15 / 20 | 20 / 20 |
| State continuity | 10 / 20 | 15 / 20 |
| Accessibility and feedback | 7 / 15 | 10 / 15 |
| State validation and regression | 15 / 25 | 17 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | MiniMax-M3high | gpt-6-lunaxhigh |
|---|---|---|
| Mathematical reasoning | 0 / 15 | 0 / 15 |
| Computer science & AI | 0 / 15 | 5 / 15 |
| Science and engineering | 5 / 10 | 10 / 10 |
| Life sciences and medicine | 15 / 20 | 15 / 20 |
| Humanities and general knowledge | 30 / 40 | 20 / 40 |
Visual aestheticsSubscores
| Scoring dimension | MiniMax-M3high | gpt-6-lunaxhigh |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 14 / 20 | 16 / 20 |
| Typography and expression | 16 / 20 | 17 / 20 |
| Color and surfaces | 18 / 20 | 19 / 20 |
| Control styling | 17 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | MiniMax-M3high | gpt-6-lunaxhigh |
|---|---|---|
| Semantic clarity | 14 / 20 | 15 / 20 |
| Control-flow organization | 19 / 20 | 20 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 12 / 20 | 18 / 20 |
| Implementation economy | 16 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.